123853

While primarily an academic identifier for the vehicle classification study, the number also appears in other specialized contexts:

: Initial processing of raw images to ensure consistency and quality for the neural network. 123853

: The study aims to replace traditional, manual, or less efficient machine vision methods with a robust deep learning framework to identify vehicle types (e.g., sedan, SUV, truck) from image data. Methodological Workflow : While primarily an academic identifier for the vehicle

: It is frequently used as a digital identifier within the Inderscience Publishers system for various engineering and technology manuscripts. : Accurate vehicle classification is vital for urban

: Accurate vehicle classification is vital for urban planning, electronic toll collection, and traffic management systems, where real-time processing of high-volume traffic data is required. Related Contexts for "123853"

: The approach often combines CNNs for feature learning with Support Vector Machines (SVMs) to handle the final categorization, maximizing both accuracy and computational efficiency.